Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	21613
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	6
Duplicate rows (%)	< 0.1%
Total size in memory	2.8 MiB
Average record size in memory	136.0 B

Variable types

Numeric	13
Categorical	3

Alerts

Dataset has 6 (< 0.1%) duplicate rows	Duplicates
`price` is highly overall correlated with `sqft_living` and 2 other fields	High correlation
`bedrooms` is highly overall correlated with `bathrooms` and 1 other fields	High correlation
`bathrooms` is highly overall correlated with `bedrooms` and 4 other fields	High correlation
`sqft_living` is highly overall correlated with `price` and 4 other fields	High correlation
`sqft_lot` is highly overall correlated with `sqft_lot15`	High correlation
`floors` is highly overall correlated with `bathrooms` and 1 other fields	High correlation
`grade` is highly overall correlated with `price` and 4 other fields	High correlation
`zipcode` is highly overall correlated with `long`	High correlation
`long` is highly overall correlated with `zipcode`	High correlation
`sqft_living15` is highly overall correlated with `price` and 3 other fields	High correlation
`sqft_lot15` is highly overall correlated with `sqft_lot`	High correlation
`waterfront` is highly overall correlated with `view`	High correlation
`view` is highly overall correlated with `waterfront`	High correlation
`waterfront` is highly imbalanced (93.6%)	Imbalance
`view` is highly imbalanced (72.2%)	Imbalance
`sqft_basement` has 13126 (60.7%) zeros	Zeros

Reproduction

Analysis started	2023-05-11 15:35:44.807120
Analysis finished	2023-05-11 15:36:20.356813
Duration	35.55 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

price
Real number (ℝ)

Distinct	4028
Distinct (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.047817

Minimum	11.225243
Maximum	15.856731
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	11.225243
5-th percentile	12.254863
Q1	12.682152
median	13.017003
Q3	13.377006
95-th percentile	13.960891
Maximum	15.856731
Range	4.6314875
Interquartile range (IQR)	0.69485406

Descriptive statistics

Standard deviation	0.52668452
Coefficient of variation (CV)	0.04036572
Kurtosis	0.69185395
Mean	13.047817
Median Absolute Deviation (MAD)	0.34437742
Skewness	0.42807248
Sum	282002.47
Variance	0.27739658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.01700286	172	0.8%
12.76568843	172	0.8%
13.21767356	159	0.7%
13.12236338	152	0.7%
12.95984445	150	0.7%
12.69158046	148	0.7%
12.89921983	145	0.7%
12.8346813	138	0.6%
12.61153775	133	0.6%
13.17115354	131	0.6%
Other values (4018)	20113	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.22524339	1	< 0.1%
11.26446411	1	< 0.1%
11.28978191	1	< 0.1%
11.30220443	1	< 0.1%
11.31447453	1	< 0.1%
11.32055357	1	< 0.1%
11.32659589	1	< 0.1%
11.33857208	1	< 0.1%
11.35040654	2	< 0.1%
11.36789969	1	< 0.1%

Value	Count	Frequency (%)
15.85673089	1	< 0.1%
15.77030965	1	< 0.1%
15.74485569	1	< 0.1%
15.53290561	1	< 0.1%
15.49260712	1	< 0.1%
15.48321738	1	< 0.1%
15.44686651	1	< 0.1%
15.35624127	1	< 0.1%
15.31958795	1	< 0.1%
15.31714052	1	< 0.1%

bedrooms
Real number (ℝ)

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3708416

Minimum	0
Maximum	33
Zeros	13
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	33
Range	33
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.93006183
Coefficient of variation (CV)	0.27591383
Kurtosis	49.063653
Mean	3.3708416
Median Absolute Deviation (MAD)	1
Skewness	1.9742995
Sum	72854
Variance	0.86501501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
3	9824	45.5%
4	6882	31.8%
2	2760	12.8%
5	1601	7.4%
6	272	1.3%
1	199	0.9%
7	38	0.2%
8	13	0.1%
0	13	0.1%
9	6	< 0.1%
Other values (3)	5	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	0.1%
1	199	0.9%
2	2760	12.8%
3	9824	45.5%
4	6882	31.8%
5	1601	7.4%
6	272	1.3%
7	38	0.2%
8	13	0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
33	1	< 0.1%
11	1	< 0.1%
10	3	< 0.1%
9	6	< 0.1%
8	13	0.1%
7	38	0.2%
6	272	1.3%
5	1601	7.4%
4	6882	31.8%
3	9824	45.5%

bathrooms
Real number (ℝ)

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1147573

Minimum	0
Maximum	8
Zeros	10
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1.75
median	2.25
Q3	2.5
95-th percentile	3.5
Maximum	8
Range	8
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.77016316
Coefficient of variation (CV)	0.36418512
Kurtosis	1.2799024
Mean	2.1147573
Median Absolute Deviation (MAD)	0.5
Skewness	0.51110757
Sum	45706.25
Variance	0.59315129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
2.5	5380	24.9%
1	3852	17.8%
1.75	3048	14.1%
2.25	2047	9.5%
2	1930	8.9%
1.5	1446	6.7%
2.75	1185	5.5%
3	753	3.5%
3.5	731	3.4%
3.25	589	2.7%
Other values (20)	652	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	< 0.1%
0.5	4	< 0.1%
0.75	72	0.3%
1	3852	17.8%
1.25	9	< 0.1%
1.5	1446	6.7%
1.75	3048	14.1%
2	1930	8.9%
2.25	2047	9.5%
2.5	5380	24.9%

Value	Count	Frequency (%)
8	2	< 0.1%
7.75	1	< 0.1%
7.5	1	< 0.1%
6.75	2	< 0.1%
6.5	2	< 0.1%
6.25	2	< 0.1%
6	6	< 0.1%
5.75	4	< 0.1%
5.5	10	< 0.1%
5.25	13	0.1%

sqft_living
Real number (ℝ)

Distinct	1038
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2079.8997

Minimum	290
Maximum	13540
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	290
5-th percentile	940
Q1	1427
median	1910
Q3	2550
95-th percentile	3760
Maximum	13540
Range	13250
Interquartile range (IQR)	1123

Descriptive statistics

Standard deviation	918.4409
Coefficient of variation (CV)	0.44157941
Kurtosis	5.243093
Mean	2079.8997
Median Absolute Deviation (MAD)	540
Skewness	1.4715554
Sum	44952873
Variance	843533.68
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1300	138	0.6%
1400	135	0.6%
1440	133	0.6%
1010	129	0.6%
1660	129	0.6%
1800	129	0.6%
1820	128	0.6%
1480	125	0.6%
1720	125	0.6%
1540	124	0.6%
Other values (1028)	20318	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
290	1	< 0.1%
370	1	< 0.1%
380	1	< 0.1%
384	1	< 0.1%
390	2	< 0.1%
410	1	< 0.1%
420	2	< 0.1%
430	1	< 0.1%
440	1	< 0.1%
460	1	< 0.1%

Value	Count	Frequency (%)
13540	1	< 0.1%
12050	1	< 0.1%
10040	1	< 0.1%
9890	1	< 0.1%
9640	1	< 0.1%
9200	1	< 0.1%
8670	1	< 0.1%
8020	1	< 0.1%
8010	1	< 0.1%
8000	1	< 0.1%

sqft_lot
Real number (ℝ)

Distinct	9782
Distinct (%)	45.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15106.968

Minimum	520
Maximum	1651359
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	520
5-th percentile	1800
Q1	5040
median	7618
Q3	10688
95-th percentile	43339.2
Maximum	1651359
Range	1650839
Interquartile range (IQR)	5648

Descriptive statistics

Standard deviation	41420.512
Coefficient of variation (CV)	2.7418151
Kurtosis	285.07782
Mean	15106.968
Median Absolute Deviation (MAD)	2618
Skewness	13.060019
Sum	3.2650689 × 10⁸
Variance	1.7156588 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	358	1.7%
6000	290	1.3%
4000	251	1.2%
7200	220	1.0%
4800	120	0.6%
7500	119	0.6%
4500	114	0.5%
8400	111	0.5%
9600	109	0.5%
3600	103	0.5%
Other values (9772)	19818	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
520	1	< 0.1%
572	1	< 0.1%
600	1	< 0.1%
609	1	< 0.1%
635	1	< 0.1%
638	1	< 0.1%
649	2	< 0.1%
651	1	< 0.1%
675	1	< 0.1%
676	1	< 0.1%

Value	Count	Frequency (%)
1651359	1	< 0.1%
1164794	1	< 0.1%
1074218	1	< 0.1%
1024068	1	< 0.1%
982998	1	< 0.1%
982278	1	< 0.1%
920423	1	< 0.1%
881654	1	< 0.1%
871200	2	< 0.1%
843309	1	< 0.1%

floors
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.494309

Minimum	1
Maximum	3.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1.5
Q3	2
95-th percentile	2
Maximum	3.5
Range	2.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5399889
Coefficient of variation (CV)	0.36136361
Kurtosis	-0.48472294
Mean	1.494309
Median Absolute Deviation (MAD)	0.5
Skewness	0.61617672
Sum	32296.5
Variance	0.29158801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	10680	49.4%
2	8241	38.1%
1.5	1910	8.8%
3	613	2.8%
2.5	161	0.7%
3.5	8	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10680	49.4%
1.5	1910	8.8%
2	8241	38.1%
2.5	161	0.7%
3	613	2.8%
3.5	8	< 0.1%

Value	Count	Frequency (%)
3.5	8	< 0.1%
3	613	2.8%
2.5	161	0.7%
2	8241	38.1%
1.5	1910	8.8%
1	10680	49.4%

waterfront
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.7 KiB

0	21450
1	163

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	21613
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21450	99.2%
1	163	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21450	99.2%
1	163	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	21450	99.2%
1	163	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21613	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21450	99.2%
1	163	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	21613	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21450	99.2%
1	163	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21613	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21450	99.2%
1	163	0.8%

view
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.7 KiB

0	19489
2	963
3	510
1	332
4	319

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	21613
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	19489	90.2%
2	963	4.5%
3	510	2.4%
1	332	1.5%
4	319	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	19489	90.2%
2	963	4.5%
3	510	2.4%
1	332	1.5%
4	319	1.5%

Most occurring characters

Value	Count	Frequency (%)
0	19489	90.2%
2	963	4.5%
3	510	2.4%
1	332	1.5%
4	319	1.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21613	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	19489	90.2%
2	963	4.5%
3	510	2.4%
1	332	1.5%
4	319	1.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	21613	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	19489	90.2%
2	963	4.5%
3	510	2.4%
1	332	1.5%
4	319	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21613	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19489	90.2%
2	963	4.5%
3	510	2.4%
1	332	1.5%
4	319	1.5%

condition
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.7 KiB

3	14031
4	5679
5	1701
2	172
1	30

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	21613
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	5
5th row	3

Common Values

Value	Count	Frequency (%)
3	14031	64.9%
4	5679	26.3%
5	1701	7.9%
2	172	0.8%
1	30	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	14031	64.9%
4	5679	26.3%
5	1701	7.9%
2	172	0.8%
1	30	0.1%

Most occurring characters

Value	Count	Frequency (%)
3	14031	64.9%
4	5679	26.3%
5	1701	7.9%
2	172	0.8%
1	30	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21613	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	14031	64.9%
4	5679	26.3%
5	1701	7.9%
2	172	0.8%
1	30	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	21613	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	14031	64.9%
4	5679	26.3%
5	1701	7.9%
2	172	0.8%
1	30	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21613	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	14031	64.9%
4	5679	26.3%
5	1701	7.9%
2	172	0.8%
1	30	0.1%

grade
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6568732

Minimum	1
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	7
median	7
Q3	8
95-th percentile	10
Maximum	13
Range	12
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1754588
Coefficient of variation (CV)	0.15351681
Kurtosis	1.1909321
Mean	7.6568732
Median Absolute Deviation (MAD)	1
Skewness	0.7711032
Sum	165488
Variance	1.3817033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	8981	41.6%
8	6068	28.1%
9	2615	12.1%
6	2038	9.4%
10	1134	5.2%
11	399	1.8%
5	242	1.1%
12	90	0.4%
4	29	0.1%
13	13	0.1%
Other values (2)	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	3	< 0.1%
4	29	0.1%
5	242	1.1%
6	2038	9.4%
7	8981	41.6%
8	6068	28.1%
9	2615	12.1%
10	1134	5.2%
11	399	1.8%

Value	Count	Frequency (%)
13	13	0.1%
12	90	0.4%
11	399	1.8%
10	1134	5.2%
9	2615	12.1%
8	6068	28.1%
7	8981	41.6%
6	2038	9.4%
5	242	1.1%
4	29	0.1%

sqft_basement
Real number (ℝ)

Distinct	306
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	291.50905

Minimum	0
Maximum	4820
Zeros	13126
Zeros (%)	60.7%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	560
95-th percentile	1190
Maximum	4820
Range	4820
Interquartile range (IQR)	560

Descriptive statistics

Standard deviation	442.57504
Coefficient of variation (CV)	1.5182206
Kurtosis	2.7155742
Mean	291.50905
Median Absolute Deviation (MAD)	0
Skewness	1.5779651
Sum	6300385
Variance	195872.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13126	60.7%
600	221	1.0%
700	218	1.0%
500	214	1.0%
800	206	1.0%
400	184	0.9%
1000	149	0.7%
900	144	0.7%
300	142	0.7%
200	108	0.5%
Other values (296)	6901	31.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13126	60.7%
10	2	< 0.1%
20	1	< 0.1%
40	4	< 0.1%
50	11	0.1%
60	10	< 0.1%
65	1	< 0.1%
70	7	< 0.1%
80	20	0.1%
90	21	0.1%

Value	Count	Frequency (%)
4820	1	< 0.1%
4130	1	< 0.1%
3500	1	< 0.1%
3480	1	< 0.1%
3260	1	< 0.1%
3000	1	< 0.1%
2850	1	< 0.1%
2810	1	< 0.1%
2730	1	< 0.1%
2720	1	< 0.1%

zipcode
Real number (ℝ)

Distinct	70
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98077.94

Minimum	98001
Maximum	98199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	98001
5-th percentile	98004
Q1	98033
median	98065
Q3	98118
95-th percentile	98177
Maximum	98199
Range	198
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	53.505026
Coefficient of variation (CV)	0.00054553579
Kurtosis	-0.85347887
Mean	98077.94
Median Absolute Deviation (MAD)	42
Skewness	0.40566121
Sum	2.1197585 × 10⁹
Variance	2862.7878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98103	602	2.8%
98038	590	2.7%
98115	583	2.7%
98052	574	2.7%
98117	553	2.6%
98042	548	2.5%
98034	545	2.5%
98118	508	2.4%
98023	499	2.3%
98006	498	2.3%
Other values (60)	16113	74.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
98001	362	1.7%
98002	199	0.9%
98003	280	1.3%
98004	317	1.5%
98005	168	0.8%
98006	498	2.3%
98007	141	0.7%
98008	283	1.3%
98010	100	0.5%
98011	195	0.9%

Value	Count	Frequency (%)
98199	317	1.5%
98198	280	1.3%
98188	136	0.6%
98178	262	1.2%
98177	255	1.2%
98168	269	1.2%
98166	254	1.2%
98155	446	2.1%
98148	57	0.3%
98146	288	1.3%

lat
Real number (ℝ)

Distinct	5034
Distinct (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.560053

Minimum	47.1559
Maximum	47.7776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	47.1559
5-th percentile	47.3103
Q1	47.471
median	47.5718
Q3	47.678
95-th percentile	47.74964
Maximum	47.7776
Range	0.6217
Interquartile range (IQR)	0.207

Descriptive statistics

Standard deviation	0.13856371
Coefficient of variation (CV)	0.0029134474
Kurtosis	-0.676313
Mean	47.560053
Median Absolute Deviation (MAD)	0.1049
Skewness	-0.48527048
Sum	1027915.4
Variance	0.019199902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.5491	17	0.1%
47.6846	17	0.1%
47.6624	17	0.1%
47.5322	17	0.1%
47.6711	16	0.1%
47.6886	16	0.1%
47.6955	16	0.1%
47.686	15	0.1%
47.6647	15	0.1%
47.6904	15	0.1%
Other values (5024)	21452	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47.1559	1	< 0.1%
47.1593	1	< 0.1%
47.1622	1	< 0.1%
47.1647	1	< 0.1%
47.1764	1	< 0.1%
47.1775	1	< 0.1%
47.1776	2	< 0.1%
47.1795	1	< 0.1%
47.1803	1	< 0.1%
47.1808	1	< 0.1%

Value	Count	Frequency (%)
47.7776	3	< 0.1%
47.7775	3	< 0.1%
47.7774	1	< 0.1%
47.7772	3	< 0.1%
47.7771	2	< 0.1%
47.777	2	< 0.1%
47.7769	3	< 0.1%
47.7768	2	< 0.1%
47.7767	6	< 0.1%
47.7766	4	< 0.1%

long
Real number (ℝ)

Distinct	752
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-122.2139

Minimum	-122.519
Maximum	-121.315
Zeros	0
Zeros (%)	0.0%
Negative	21613
Negative (%)	100.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	-122.519
5-th percentile	-122.387
Q1	-122.328
median	-122.23
Q3	-122.125
95-th percentile	-121.979
Maximum	-121.315
Range	1.204
Interquartile range (IQR)	0.203

Descriptive statistics

Standard deviation	0.14082834
Coefficient of variation (CV)	-0.0011523104
Kurtosis	1.0495009
Mean	-122.2139
Median Absolute Deviation (MAD)	0.101
Skewness	0.88505298
Sum	-2641408.9
Variance	0.019832622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-122.29	116	0.5%
-122.3	111	0.5%
-122.362	104	0.5%
-122.291	100	0.5%
-122.372	99	0.5%
-122.363	99	0.5%
-122.288	98	0.5%
-122.357	96	0.4%
-122.284	95	0.4%
-122.365	94	0.4%
Other values (742)	20601	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-122.519	1	< 0.1%
-122.515	1	< 0.1%
-122.514	1	< 0.1%
-122.512	1	< 0.1%
-122.511	2	< 0.1%
-122.509	2	< 0.1%
-122.507	1	< 0.1%
-122.506	1	< 0.1%
-122.505	3	< 0.1%
-122.504	2	< 0.1%

Value	Count	Frequency (%)
-121.315	2	< 0.1%
-121.316	1	< 0.1%
-121.319	1	< 0.1%
-121.321	1	< 0.1%
-121.325	1	< 0.1%
-121.352	2	< 0.1%
-121.359	1	< 0.1%
-121.364	2	< 0.1%
-121.402	1	< 0.1%
-121.403	1	< 0.1%

sqft_living15
Real number (ℝ)

Distinct	777
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1986.5525

Minimum	399
Maximum	6210
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	399
5-th percentile	1140
Q1	1490
median	1840
Q3	2360
95-th percentile	3300
Maximum	6210
Range	5811
Interquartile range (IQR)	870

Descriptive statistics

Standard deviation	685.3913
Coefficient of variation (CV)	0.34501545
Kurtosis	1.5970958
Mean	1986.5525
Median Absolute Deviation (MAD)	410
Skewness	1.1081813
Sum	42935359
Variance	469761.24
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1540	197	0.9%
1440	195	0.9%
1560	192	0.9%
1500	181	0.8%
1460	169	0.8%
1580	167	0.8%
1610	166	0.8%
1800	166	0.8%
1720	166	0.8%
1620	165	0.8%
Other values (767)	19849	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
399	1	< 0.1%
460	2	< 0.1%
620	2	< 0.1%
670	1	< 0.1%
690	2	< 0.1%
700	2	< 0.1%
710	2	< 0.1%
720	2	< 0.1%
740	8	< 0.1%
750	3	< 0.1%

Value	Count	Frequency (%)
6210	1	< 0.1%
6110	1	< 0.1%
5790	6	< 0.1%
5610	1	< 0.1%
5600	1	< 0.1%
5500	1	< 0.1%
5380	1	< 0.1%
5340	1	< 0.1%
5330	1	< 0.1%
5220	1	< 0.1%

sqft_lot15
Real number (ℝ)

Distinct	8689
Distinct (%)	40.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12768.456

Minimum	651
Maximum	871200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	651
5-th percentile	1999.2
Q1	5100
median	7620
Q3	10083
95-th percentile	37062.8
Maximum	871200
Range	870549
Interquartile range (IQR)	4983

Descriptive statistics

Standard deviation	27304.18
Coefficient of variation (CV)	2.1384089
Kurtosis	150.76311
Mean	12768.456
Median Absolute Deviation (MAD)	2505
Skewness	9.5067432
Sum	2.7596463 × 10⁸
Variance	7.4551823 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	427	2.0%
4000	357	1.7%
6000	289	1.3%
7200	211	1.0%
4800	145	0.7%
7500	142	0.7%
8400	116	0.5%
3600	111	0.5%
4500	111	0.5%
5100	109	0.5%
Other values (8679)	19595	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
651	1	< 0.1%
659	1	< 0.1%
660	1	< 0.1%
748	2	< 0.1%
750	4	< 0.1%
755	1	< 0.1%
757	1	< 0.1%
758	1	< 0.1%
788	1	< 0.1%
794	1	< 0.1%

Value	Count	Frequency (%)
871200	1	< 0.1%
858132	1	< 0.1%
560617	1	< 0.1%
438213	1	< 0.1%
434728	1	< 0.1%
425581	1	< 0.1%
422967	1	< 0.1%
411962	1	< 0.1%
392040	2	< 0.1%
386812	1	< 0.1%

Auto

Heatmap
Table

	price	bedrooms	bathrooms	sqft_living	sqft_lot	floors	grade	sqft_basement	zipcode	lat	long	sqft_living15	sqft_lot15	waterfront	view	condition
price	1.000	0.345	0.497	0.644	0.075	0.322	0.658	0.252	-0.009	0.456	0.064	0.572	0.063	0.311	0.225	0.088
bedrooms	0.345	1.000	0.521	0.647	0.217	0.228	0.381	0.230	-0.167	-0.021	0.191	0.444	0.202	0.000	0.038	0.024
bathrooms	0.497	0.521	1.000	0.746	0.069	0.547	0.658	0.192	-0.205	0.008	0.262	0.570	0.063	0.102	0.114	0.130
sqft_living	0.644	0.647	0.746	1.000	0.304	0.401	0.716	0.328	-0.207	0.031	0.285	0.747	0.284	0.140	0.149	0.060
sqft_lot	0.075	0.217	0.069	0.304	1.000	-0.234	0.152	0.037	-0.319	-0.122	0.371	0.360	0.922	0.014	0.040	0.039
floors	0.322	0.228	0.547	0.401	-0.234	1.000	0.502	-0.272	-0.061	0.025	0.149	0.305	-0.231	0.022	0.024	0.179
grade	0.658	0.381	0.658	0.716	0.152	0.502	1.000	0.093	-0.182	0.104	0.223	0.663	0.156	0.118	0.143	0.154
sqft_basement	0.252	0.230	0.192	0.328	0.037	-0.272	0.093	1.000	0.115	0.116	-0.200	0.130	0.031	0.134	0.159	0.094
zipcode	-0.009	-0.167	-0.205	-0.207	-0.319	-0.061	-0.182	0.115	1.000	0.250	-0.577	-0.287	-0.326	0.203	0.162	0.155
lat	0.456	-0.021	0.008	0.031	-0.122	0.025	0.104	0.116	0.250	1.000	-0.143	0.028	-0.117	0.034	0.068	0.058
long	0.064	0.191	0.262	0.285	0.371	0.149	0.223	-0.200	-0.577	-0.143	1.000	0.380	0.373	0.096	0.085	0.081
sqft_living15	0.572	0.444	0.570	0.747	0.360	0.305	0.663	0.130	-0.287	0.028	0.380	1.000	0.366	0.089	0.147	0.062
sqft_lot15	0.063	0.202	0.063	0.284	0.922	-0.231	0.156	0.031	-0.326	-0.117	0.373	0.366	1.000	0.000	0.035	0.013
waterfront	0.311	0.000	0.102	0.140	0.014	0.022	0.118	0.134	0.203	0.034	0.096	0.089	0.000	1.000	0.592	0.017
view	0.225	0.038	0.114	0.149	0.040	0.024	0.143	0.159	0.162	0.068	0.085	0.147	0.035	0.592	1.000	0.025
condition	0.088	0.024	0.130	0.060	0.039	0.179	0.154	0.094	0.155	0.058	0.081	0.062	0.013	0.017	0.025	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	price	bedrooms	bathrooms	sqft_living	sqft_lot	floors	condition	grade	sqft_basement	zipcode	lat	long	sqft_living15	sqft_lot15
0	12.309982	3	1.00	1180	5650	1.0	3	7	0	98178	47.5112	-122.257	1340	5650
1	13.195614	3	2.25	2570	7242	2.0	3	7	400	98125	47.7210	-122.319	1690	7639
2	12.100712	2	1.00	770	10000	1.0	3	6	0	98028	47.7379	-122.233	2720	8062
3	13.311329	4	3.00	1960	5000	1.0	5	7	910	98136	47.5208	-122.393	1360	5000
4	13.142166	3	2.00	1680	8080	1.0	3	8	0	98074	47.6168	-122.045	1800	7503
5	14.018451	4	4.50	5420	101930	1.0	3	11	1530	98053	47.6561	-122.005	4760	101930
6	12.458775	3	2.25	1715	6819	2.0	3	7	0	98003	47.3097	-122.327	2238	6819
7	12.583995	3	1.50	1060	9711	1.0	3	7	0	98198	47.4095	-122.315	1650	9711
8	12.343658	3	1.00	1780	7470	1.0	3	7	730	98146	47.5123	-122.337	1780	8113
9	12.685408	3	2.50	1890	6560	2.0	3	7	0	98038	47.3684	-122.031	2390	7570

	price	bedrooms	bathrooms	sqft_living	sqft_lot	floors	condition	grade	sqft_basement	zipcode	lat	long	sqft_living15	sqft_lot15
21603	13.136759	3	2.50	2270	5536	2.0	3	8	0	98065	47.5389	-121.881	2270	5731
21604	12.969212	3	2.00	1490	1126	3.0	3	8	0	98144	47.5699	-122.288	1400	1230
21605	13.322337	4	2.50	2520	6023	2.0	3	9	0	98056	47.5137	-122.167	2520	6023
21606	13.822983	4	3.50	3510	7200	2.0	3	9	910	98136	47.5537	-122.398	2050	6200
21607	13.071070	3	2.50	1310	1294	2.0	3	8	130	98116	47.5773	-122.409	1330	1265
21608	12.793859	3	2.50	1530	1131	3.0	3	8	0	98103	47.6993	-122.346	1530	1509
21609	12.899220	4	2.50	2310	5813	2.0	3	8	0	98146	47.5107	-122.362	1830	7200
21610	12.904459	2	0.75	1020	1350	2.0	3	7	0	98144	47.5944	-122.299	1020	2007
21611	12.899220	3	2.50	1600	2388	2.0	3	8	0	98027	47.5345	-122.069	1410	1287
21612	12.691580	2	0.75	1020	1076	2.0	3	7	0	98144	47.5941	-122.299	1020	1357

Most frequently occurring

	price	bedrooms	bathrooms	sqft_living	sqft_lot	floors	view	condition	grade	sqft_basement	zipcode	lat	long	sqft_living15	sqft_lot15	# duplicates
0	12.468245	2	2.00	1070	649	2.0	0	3	9	350	98106	47.5213	-122.357	1070	928	2
1	13.179688	3	2.25	1410	905	3.0	0	3	9	0	98116	47.5818	-122.402	1510	1352	2
2	13.217674	4	1.75	2410	8447	2.0	3	4	8	350	98074	47.6499	-122.088	2520	14789	2
3	13.226723	3	2.50	1940	3211	2.0	0	3	8	0	98027	47.5644	-122.093	1880	3078	2
4	13.279367	3	2.50	2290	5089	2.0	0	3	9	0	98006	47.5443	-122.172	2290	7984	2
5	13.361380	3	3.00	2230	1407	2.5	0	3	8	380	98027	47.5446	-122.017	2290	1407	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring